Index

A

accuracy() (in module graphslim.utils) add_feature_noise() (in module graphslim.utils) add_feature_noise_test() (in module graphslim.utils) add_mask() (in module graphslim.utils) add_self_loops() (in module graphslim.utils) AffinityGs (class in graphslim.coarsening.affinity_gs) aggr() (graphslim.models.sntk.StructureBasedNeuralTangentKernel method)

AlgebraicJc (class in graphslim.coarsening.algebraic_jc) append() (graphslim.condensation.msgc.FixLenList method) APPNP (class in graphslim.models.appnp) attack() (graphslim.models.prbcd.PRBCD method) (graphslim.models.random_attack.RandomAttack method) (in module graphslim.dataset.attack) Average (class in graphslim.coarsening.averaging)

B

BaseGNN (class in graphslim.models.base)

bisection() (in module graphslim.models.prbcd) buffer_cl() (graphslim.condensation.geom.GEOM method)

C

cal_pearson() (graphslim.evaluation.nas_eval.NasEvaluator method) calc() (in module graphslim.utils) calc_f1() (in module graphslim.evaluation.utils) calculate_homophily() (in module graphslim.evaluation.utils) canonical_label_to_naturals() (in module graphslim.dataset.utils) CentD (class in graphslim.sparsification.cent_degree) CentP (class in graphslim.sparsification.cent_pagerank) ChebConvolution (class in graphslim.models.layers) Cheby (class in graphslim.models.cheby) check_bn() (graphslim.condensation.gcond_base.GCondBase method) check_type() (in module graphslim.utils) classification_margin() (in module graphslim.utils) clear_views() (graphslim.models.reparam_module.ReparamModule method) Cluster (class in graphslim.coarsening.clustering) ClusterAgg (class in graphslim.coarsening.clusteringagg) Coarsen (class in graphslim.coarsening.coarsening_base)

coarsen() (graphslim.coarsening.affinity_gs.AffinityGs method) (graphslim.coarsening.algebraic_jc.AlgebraicJc method) (graphslim.coarsening.heavy_edge.HeavyEdge method) (graphslim.coarsening.kron.Kron method) (graphslim.coarsening.variation_cliques.VariationCliques method) (graphslim.coarsening.variation_edges.VariationEdges method) (graphslim.coarsening.variation_neighborhoods.VariationNeighborhoods method) coarsen_matrix() (in module graphslim.coarsening.utils) coarsen_vector() (in module graphslim.coarsening.utils) coarsening() (graphslim.coarsening.coarsening_base.Coarsen method), [1] coarsening_quality() (in module graphslim.coarsening.utils) compute_alpha() (in module graphslim.utils) compute_log_likelihood() (in module graphslim.utils) contract_variation_edges() (in module graphslim.coarsening.utils) contract_variation_linear() (in module graphslim.coarsening.utils) CoreSet (class in graphslim.sparsification.coreset_base) csr2ei() (in module graphslim.dataset.convertor)

D

DataGraphSAINT (class in graphslim.dataset.loader) degree_normalize_adj() (in module graphslim.utils) degree_normalize_adj_tensor() (in module graphslim.utils) degree_normalize_sparse_tensor() (in module graphslim.utils) degree_sequence_log_likelihood() (in module graphslim.utils) dense2sparsetensor() (in module graphslim.dataset.convertor) dense_gcn_norm() (in module graphslim.utils)

diag() (graphslim.models.gntk.GNTK method) (graphslim.models.sntk.StructureBasedNeuralTangentKernel method) difficulty_measurer() (in module graphslim.condensation.utils) difficulty_measurer_in() (in module graphslim.condensation.utils) disjointed_union() (in module graphslim.dataset.utils) distance_wb() (in module graphslim.condensation.utils) DosCond (class in graphslim.condensation.doscond) DosCondX (class in graphslim.condensation.doscondx)

E

edge_cutter() (graphslim.sparsification.g_spar.GSpar method) (graphslim.sparsification.local_degree.LocalDegree method) (graphslim.sparsification.random_edge.RandomEdge method) (graphslim.sparsification.rank_degree.RankDegree method) (graphslim.sparsification.scan.Scan method) (graphslim.sparsification.spanning_forest.SpanningForest method) (graphslim.sparsification.t_spanner.TSpanner method) EdgeBlock (class in graphslim.models.ignr) EdgeSparsifier (class in graphslim.sparsification.edge_sparsification_base) ei2csr() (in module graphslim.dataset.convertor)

eig() (in module graphslim.coarsening.utils) encode_onehot() (in module graphslim.utils) entropy() (in module graphslim.models.prbcd) evaluate() (graphslim.evaluation.eval_agent.Evaluator method) (in module graphslim.evaluation.utils) evaluate_ori() (graphslim.evaluation.nas_eval.NasEvaluator method) evaluate_syn() (graphslim.evaluation.nas_eval.NasEvaluator method) Evaluator (class in graphslim.evaluation.eval_agent) expert_load() (graphslim.condensation.geom.GEOM method) (graphslim.condensation.sfgc.SFGC method)

F

f1_macro() (in module graphslim.utils) feature_smoothing() (in module graphslim.utils) fit_with_val() (graphslim.models.base.BaseGNN method) (graphslim.models.sgformer.SGFormer method) FixLenList (class in graphslim.condensation.msgc) forward() (graphslim.models.appnp.APPNP method) (graphslim.models.appnp.SparseDropout method) (graphslim.models.base.BaseGNN method) (graphslim.models.gat.GAT method) (graphslim.models.ignr.EdgeBlock method) (graphslim.models.ignr.GraphonLearner method) (graphslim.models.ignr.Sine method) (graphslim.models.krr.KernelRidgeRegression method) (graphslim.models.layers.ChebConvolution method) (graphslim.models.layers.GATConv method) (graphslim.models.layers.GraphConvolution method) (graphslim.models.layers.MyLinear method) (graphslim.models.layers.SageConvolution method) (graphslim.models.parametrized_adj.PGE method) (graphslim.models.reparam_module.ReparamModule method) (graphslim.models.sgc.SGC method) (graphslim.models.sgformer.GraphConv method) (graphslim.models.sgformer.GraphConvLayer method) (graphslim.models.sgformer.SGFormer method) (graphslim.models.sgformer.TransConv method) (graphslim.models.sgformer.TransConvLayer method)

forward_sampler() (graphslim.models.appnp.APPNP method) from_dgl() (in module graphslim.dataset.convertor)

G

GAT (class in graphslim.models.gat) GATConv (class in graphslim.models.layers) GCF() (graphslim.dataset.loader.LargeDataLoader method) (in module graphslim.condensation.utils) GCN (class in graphslim.models.gcn) gcn_norm() (in module graphslim.utils) gcn_normalize_adj() (in module graphslim.utils) GCond (class in graphslim.condensation.gcond) GCondBase (class in graphslim.condensation.gcond_base) GCondX (class in graphslim.condensation.gcondx) GCSNTK (class in graphslim.condensation.gcsntk) generate_labels_syn() (graphslim.condensation.gcond_base.GCondBase method) (graphslim.condensation.msgc.MSGC method) generate_test_vectors() (in module graphslim.coarsening.utils) GEOM (class in graphslim.condensation.geom) get() (graphslim.dataset.loader.DataGraphSAINT method) (graphslim.dataset.utils.myDataset method) get_adj_t_syn() (graphslim.condensation.msgc.MSGC method) get_attentions() (graphslim.models.sgformer.SGFormer method) (graphslim.models.sgformer.TransConv method) get_batch() (graphslim.dataset.loader.LargeDataLoader method) get_coarsening_matrix() (in module graphslim.coarsening.utils) get_coreset_init() (graphslim.condensation.geom.GEOM method) get_data() (in module graphslim.dataset.utils) get_dataloader() (in module graphslim.dataset.utils) get_dataset() (in module graphslim.dataset.loader) get_degree_squence() (in module graphslim.utils) get_eigh() (in module graphslim.condensation.utils) get_embed_mean() (in module graphslim.condensation.utils) get_embed_sum() (in module graphslim.condensation.utils) get_invalid_trees() (in module graphslim.dataset.utils) get_label_maps() (in module graphslim.dataset.utils) get_largest_cc() (in module graphslim.condensation.utils) get_loops() (graphslim.condensation.gcond_base.GCondBase method) get_mgrid() (in module graphslim.models.ignr) get_modified_adj() (graphslim.models.prbcd.PRBCD method) get_perf() (graphslim.models.prbcd.PRBCD method) get_proximity_measure() (in module graphslim.coarsening.utils) get_rank() (graphslim.evaluation.nas_eval.NasEvaluator method) get_S() (in module graphslim.coarsening.utils) get_splits_each_class() (in module graphslim.utils) get_subspace_covariance_matrix() (in module graphslim.condensation.utils) get_subspace_embed() (in module graphslim.condensation.utils) get_syn_data() (in module graphslim.dataset.utils) get_syn_eigen() (in module graphslim.condensation.utils) get_train_lcc() (in module graphslim.condensation.utils) get_train_test() (in module graphslim.utils) get_train_test_labelrate() (in module graphslim.utils) get_train_val_test() (in module graphslim.utils) get_train_val_test_gcn() (in module graphslim.utils) getitem() (graphslim.dataset.loader.LargeDataLoader method) getsize_mb() (in module graphslim.evaluation.utils) GNTK (class in graphslim.models.gntk) gntk() (graphslim.models.gntk.GNTK method) grad_with_checkpoint() (in module graphslim.models.prbcd) graph_sparsify() (in module graphslim.coarsening.utils) GraphConv (class in graphslim.models.sgformer) GraphConvLayer (class in graphslim.models.sgformer) GraphConvolution (class in graphslim.models.layers) GraphonLearner (class in graphslim.models.ignr) GraphSage (class in graphslim.models.graphsage) graphslim module graphslim.coarsening.affinity_gs module graphslim.coarsening.algebraic_jc module graphslim.coarsening.averaging module graphslim.coarsening.clustering module graphslim.coarsening.clusteringagg module graphslim.coarsening.coarsening_base module graphslim.coarsening.heavy_edge module graphslim.coarsening.kron module graphslim.coarsening.utils module graphslim.coarsening.variation_cliques module graphslim.coarsening.variation_edges module graphslim.coarsening.variation_neighborhoods module graphslim.coarsening.vng module graphslim.condensation.doscond module graphslim.condensation.doscondx module graphslim.condensation.gcond module graphslim.condensation.gcond_base module graphslim.condensation.gcondx module graphslim.condensation.gcsntk module graphslim.condensation.geom module

graphslim.condensation.msgc module graphslim.condensation.sfgc module graphslim.condensation.sgdd module graphslim.condensation.utils module graphslim.configs module graphslim.dataset.attack module graphslim.dataset.convertor module graphslim.dataset.loader module graphslim.dataset.utils module graphslim.evaluation.eval_agent module graphslim.evaluation.utils module graphslim.models.appnp module graphslim.models.base module graphslim.models.cheby module graphslim.models.gat module graphslim.models.gcn module graphslim.models.gntk module graphslim.models.graphsage module graphslim.models.ignr module graphslim.models.krr module graphslim.models.layers module graphslim.models.parametrized_adj module graphslim.models.prbcd module graphslim.models.random_attack module graphslim.models.reparam_module module graphslim.models.sgc module graphslim.models.sgformer module graphslim.models.sntk module graphslim.sparsification.cent_degree module graphslim.sparsification.cent_pagerank module graphslim.sparsification.coreset_base module graphslim.sparsification.edge_sparsification_base module graphslim.sparsification.g_spar module graphslim.sparsification.herding module graphslim.sparsification.herding_agg module graphslim.sparsification.kcenter module graphslim.sparsification.kcenter_agg module graphslim.sparsification.kcenter_sample module graphslim.sparsification.local_degree module graphslim.sparsification.model_based_coreset_base module graphslim.sparsification.model_free_coreset_base module graphslim.sparsification.random module graphslim.sparsification.random_edge module graphslim.sparsification.rank_degree module graphslim.sparsification.scan module graphslim.sparsification.spanning_forest module graphslim.sparsification.t_spanner module graphslim.sparsification.utils module graphslim.train_all module graphslim.utils module grid_search() (graphslim.evaluation.eval_agent.Evaluator method) GSpar (class in graphslim.sparsification.g_spar)

H

HeavyEdge (class in graphslim.coarsening.heavy_edge)

Herding (class in graphslim.sparsification.herding) HerdingAgg (class in graphslim.sparsification.herding_agg)

I

index2mask() (in module graphslim.dataset.utils) index_to_mask() (in module graphslim.utils) inference() (graphslim.models.ignr.GraphonLearner method) (graphslim.models.parametrized_adj.PGE method) inference_via_confidence() (in module graphslim.evaluation.utils) init() (graphslim.condensation.gcond_base.GCondBase method)

init_coreset_select() (graphslim.condensation.geom.GEOM method) initialize() (graphslim.models.base.BaseGNN method) inject_nodes() (graphslim.models.random_attack.RandomAttack method) intermediate_evaluation() (graphslim.condensation.gcond_base.GCondBase method) is_identity() (in module graphslim.utils) is_sparse_tensor() (in module graphslim.utils)

K

KCenter (class in graphslim.sparsification.kcenter) KCenterAgg (class in graphslim.sparsification.kcenter_agg) KCenterSample (class in graphslim.sparsification.kcenter_sample) KernelRidgeRegression (class in graphslim.models.krr)

Kron (class in graphslim.coarsening.kron) kron_coarsening() (in module graphslim.coarsening.utils) kron_interpolate() (in module graphslim.coarsening.utils) kron_quality() (in module graphslim.coarsening.utils)

L

LargeDataLoader (class in graphslim.dataset.loader) len() (graphslim.dataset.utils.myDataset method) lift_matrix() (in module graphslim.coarsening.utils) lift_vector() (in module graphslim.coarsening.utils) linear_to_full_idx() (in module graphslim.models.prbcd) linear_to_triu_idx() (in module graphslim.models.prbcd)

load_eigen() (in module graphslim.condensation.utils) load_reduced() (in module graphslim.dataset.utils) loadSparseGraph() (in module graphslim.dataset.convertor) LocalDegree (class in graphslim.sparsification.local_degree) loss_acc_fn_eval() (in module graphslim.utils) loss_attack() (graphslim.models.prbcd.PRBCD method)

M

main() (in module graphslim.train_all) mask_to_index() (in module graphslim.utils) match_loss() (in module graphslim.condensation.utils) matching_greedy() (in module graphslim.coarsening.utils) matching_optimal() (in module graphslim.coarsening.utils) maxdegree() (in module graphslim.utils) maxWeightMatching() (in module graphslim.coarsening.utils) MBCoreSet (class in graphslim.sparsification.model_based_coreset_base) message() (graphslim.models.layers.GATConv method) MFCoreSet (class in graphslim.sparsification.model_free_coreset_base) MIA_evaluate() (graphslim.evaluation.eval_agent.Evaluator method) module graphslim graphslim.coarsening.affinity_gs graphslim.coarsening.algebraic_jc graphslim.coarsening.averaging graphslim.coarsening.clustering graphslim.coarsening.clusteringagg graphslim.coarsening.coarsening_base graphslim.coarsening.heavy_edge graphslim.coarsening.kron graphslim.coarsening.utils graphslim.coarsening.variation_cliques graphslim.coarsening.variation_edges graphslim.coarsening.variation_neighborhoods graphslim.coarsening.vng graphslim.condensation.doscond graphslim.condensation.doscondx graphslim.condensation.gcond graphslim.condensation.gcond_base graphslim.condensation.gcondx graphslim.condensation.gcsntk graphslim.condensation.geom graphslim.condensation.msgc graphslim.condensation.sfgc graphslim.condensation.sgdd graphslim.condensation.utils graphslim.configs graphslim.dataset.attack graphslim.dataset.convertor graphslim.dataset.loader graphslim.dataset.utils graphslim.evaluation.eval_agent graphslim.evaluation.utils graphslim.models.appnp graphslim.models.base graphslim.models.cheby graphslim.models.gat graphslim.models.gcn graphslim.models.gntk graphslim.models.graphsage graphslim.models.ignr graphslim.models.krr graphslim.models.layers graphslim.models.parametrized_adj graphslim.models.prbcd graphslim.models.random_attack graphslim.models.reparam_module graphslim.models.sgc graphslim.models.sgformer graphslim.models.sntk graphslim.sparsification.cent_degree graphslim.sparsification.cent_pagerank graphslim.sparsification.coreset_base graphslim.sparsification.edge_sparsification_base graphslim.sparsification.g_spar graphslim.sparsification.herding graphslim.sparsification.herding_agg graphslim.sparsification.kcenter graphslim.sparsification.kcenter_agg graphslim.sparsification.kcenter_sample graphslim.sparsification.local_degree graphslim.sparsification.model_based_coreset_base graphslim.sparsification.model_free_coreset_base graphslim.sparsification.random graphslim.sparsification.random_edge graphslim.sparsification.rank_degree graphslim.sparsification.scan graphslim.sparsification.spanning_forest graphslim.sparsification.t_spanner graphslim.sparsification.utils graphslim.train_all graphslim.utils

MSGC (class in graphslim.condensation.msgc) mx_inv() (in module graphslim.models.ignr) mx_inv_sqrt() (in module graphslim.models.ignr) mx_tr() (in module graphslim.models.ignr) my_graph_multiresolution() (in module graphslim.coarsening.utils) myDataset (class in graphslim.dataset.utils) MyLinear (class in graphslim.models.layers)

N

nas_evaluate() (graphslim.evaluation.eval_agent.Evaluator method) NasEvaluator (class in graphslim.evaluation.nas_eval) neighborhood_difficulty_measurer() (in module graphslim.condensation.utils) neighborhood_difficulty_measurer_in() (in module graphslim.condensation.utils) networkit_to_pyg() (in module graphslim.dataset.convertor) nodes_gram() (graphslim.models.sntk.StructureBasedNeuralTangentKernel method)

normalize_adj() (in module graphslim.models.sgformer) normalize_adj_sgformer() (in module graphslim.utils) normalize_adj_tensor() (in module graphslim.utils) normalize_data() (graphslim.dataset.loader.LargeDataLoader method) (in module graphslim.condensation.utils) normalize_feature() (in module graphslim.utils) normalize_sparse_tensor() (in module graphslim.utils)

O

OgbDataLoader (class in graphslim.dataset.loader) one_hot() (in module graphslim.utils)

one_hot_sfgc() (in module graphslim.utils) opt_loss() (graphslim.models.ignr.GraphonLearner method)

P

pagerank_algorithm() (graphslim.sparsification.cent_pagerank.CentP method) parse_canonical_label() (in module graphslim.dataset.utils) parse_canonical_label_bak() (in module graphslim.dataset.utils) perturb_adj() (graphslim.models.random_attack.RandomAttack method) perturb_features() (graphslim.models.random_attack.RandomAttack method) PGE (class in graphslim.models.parametrized_adj) PRBCD (class in graphslim.models.prbcd) predict() (graphslim.models.base.BaseGNN method) (graphslim.models.sgformer.SGFormer method) prepare_select() (graphslim.coarsening.averaging.Average method) (graphslim.coarsening.clustering.Cluster method) (graphslim.coarsening.clusteringagg.ClusterAgg method) (graphslim.sparsification.coreset_base.CoreSet method)

preprocess_dataset() (in module graphslim.dataset.utils) preprocess_dataset_test() (in module graphslim.dataset.utils) pretrain_model() (graphslim.models.prbcd.PRBCD method) prettify_canonical_label() (in module graphslim.dataset.utils) process_coarsened() (graphslim.coarsening.coarsening_base.Coarsen method), [1] process_labels() (graphslim.dataset.loader.DataGraphSAINT method) (in module graphslim.dataset.utils) project() (graphslim.models.prbcd.PRBCD method) properties() (graphslim.dataset.loader.LargeDataLoader method) pyfpgrowth_wrapper() (in module graphslim.dataset.utils) pyg2gsp() (in module graphslim.dataset.convertor) pyg_saint() (graphslim.dataset.loader.TransAndInd method) pyg_to_networkit() (in module graphslim.dataset.convertor)

R

Random (class in graphslim.sparsification.random) random_sample_edges() (graphslim.models.random_attack.RandomAttack method) RandomAttack (class in graphslim.models.random_attack) RandomEdge (class in graphslim.sparsification.random_edge) RankDegree (class in graphslim.sparsification.rank_degree) ravel_multiple_indices() (in module graphslim.utils) reduce() (graphslim.coarsening.averaging.Average method) (graphslim.coarsening.clustering.Cluster method) (graphslim.coarsening.clusteringagg.ClusterAgg method) (graphslim.coarsening.coarsening_base.Coarsen method), [1] (graphslim.coarsening.vng.VNG method) (graphslim.condensation.doscond.DosCond method) (graphslim.condensation.doscondx.DosCondX method) (graphslim.condensation.gcond.GCond method) (graphslim.condensation.gcondx.GCondX method) (graphslim.condensation.gcsntk.GCSNTK method) (graphslim.condensation.geom.GEOM method) (graphslim.condensation.msgc.MSGC method) (graphslim.condensation.sfgc.SFGC method) (graphslim.condensation.sgdd.SGDD method) (graphslim.sparsification.edge_sparsification_base.EdgeSparsifier method) (graphslim.sparsification.model_based_coreset_base.MBCoreSet method) (graphslim.sparsification.model_free_coreset_base.MFCoreSet method) regularization() (in module graphslim.utils)

ReparamModule (class in graphslim.models.reparam_module) replaced_buffers() (graphslim.models.reparam_module.ReparamModule method) resample_random_block() (graphslim.models.prbcd.PRBCD method) reset() (graphslim.dataset.loader.TransAndInd method) reset_adj_batch() (graphslim.condensation.msgc.MSGC method) reset_parameters() (graphslim.condensation.gcond_base.GCondBase method) (graphslim.evaluation.eval_agent.Evaluator method) (graphslim.models.ignr.GraphonLearner method) (graphslim.models.layers.ChebConvolution method) (graphslim.models.layers.GATConv method) (graphslim.models.layers.GraphConvolution method) (graphslim.models.layers.MyLinear method) (graphslim.models.layers.SageConvolution method) (graphslim.models.parametrized_adj.PGE method) (graphslim.models.sgformer.GraphConv method) (graphslim.models.sgformer.GraphConvLayer method) (graphslim.models.sgformer.SGFormer method) (graphslim.models.sgformer.TransConv method) (graphslim.models.sgformer.TransConvLayer method) reshape_mx() (in module graphslim.utils) retrieve_class() (graphslim.dataset.loader.TransAndInd method) retrieve_class_sampler() (graphslim.dataset.loader.TransAndInd method) roc_auc() (in module graphslim.utils) roots_to_embed() (in module graphslim.dataset.utils) row_normalize_tensor() (in module graphslim.utils)

S

SageConvolution (class in graphslim.models.layers) sample_final_edges() (graphslim.models.prbcd.PRBCD method) sample_forever() (graphslim.models.random_attack.RandomAttack method) sample_random_block() (graphslim.models.prbcd.PRBCD method) save_reduced() (in module graphslim.dataset.utils) Scan (class in graphslim.sparsification.scan) seed_everything() (in module graphslim.utils) select() (graphslim.sparsification.cent_degree.CentD method) (graphslim.sparsification.cent_pagerank.CentP method) (graphslim.sparsification.herding.Herding method) (graphslim.sparsification.herding_agg.HerdingAgg method) (graphslim.sparsification.kcenter.KCenter method) (graphslim.sparsification.kcenter_agg.KCenterAgg method) (graphslim.sparsification.kcenter_sample.KCenterSample method) (graphslim.sparsification.random.Random method) SFGC (class in graphslim.condensation.sfgc) SGC (class in graphslim.models.sgc) SGDD (class in graphslim.condensation.sgdd)

SGFormer (class in graphslim.models.sgformer) show_memory() (graphslim.models.gntk.GNTK method) Sine (class in graphslim.models.ignr) softmax_entropy() (in module graphslim.models.prbcd) sort_training_nodes() (in module graphslim.condensation.utils) sort_training_nodes_in() (in module graphslim.condensation.utils) SpanningForest (class in graphslim.sparsification.spanning_forest) sparse_gcn_norm() (in module graphslim.utils) sparse_kron() (graphslim.models.sntk.StructureBasedNeuralTangentKernel method) sparse_mx_to_torch_sparse_tensor() (in module graphslim.utils) SparseDropout (class in graphslim.models.appnp) sparsify() (in module graphslim.dataset.utils) sparsity() (in module graphslim.utils) sparsity2() (in module graphslim.utils) split_batch() (graphslim.dataset.loader.LargeDataLoader method) splits() (in module graphslim.dataset.utils) StructureBasedNeuralTangentKernel (class in graphslim.models.sntk) sub_E() (in module graphslim.condensation.utils) synset_save() (graphslim.condensation.geom.GEOM method)

T

tensor2onehot() (in module graphslim.utils) test() (graphslim.condensation.gcsntk.GCSNTK method) (graphslim.evaluation.eval_agent.Evaluator method) (graphslim.models.base.BaseGNN method) (graphslim.models.sgformer.SGFormer method) test_params_ori() (graphslim.evaluation.nas_eval.NasEvaluator method) test_params_syn() (graphslim.evaluation.nas_eval.NasEvaluator method) test_with_val() (graphslim.condensation.gcond_base.GCondBase method) to() (graphslim.dataset.loader.TransAndInd method) to_camel_case() (in module graphslim.utils) to_scipy() (in module graphslim.utils) to_symmetric() (in module graphslim.models.prbcd)

to_tensor() (in module graphslim.utils) trace() (graphslim.models.reparam_module.ReparamModule method) train() (graphslim.condensation.gcsntk.GCSNTK method) train_class() (graphslim.condensation.gcond_base.GCondBase method) train_cross() (graphslim.evaluation.eval_agent.Evaluator method) training_scheduler() (in module graphslim.condensation.utils) TransAndInd (class in graphslim.dataset.loader) TransConv (class in graphslim.models.sgformer) TransConvLayer (class in graphslim.models.sgformer) tree_class_ctr() (in module graphslim.dataset.utils) tsne_vis() (graphslim.evaluation.eval_agent.Evaluator method) TSpanner (class in graphslim.sparsification.t_spanner)

U

unflattened_param() (graphslim.models.reparam_module.ReparamModule method) unravel_index() (in module graphslim.utils) update_diag() (graphslim.models.sntk.StructureBasedNeuralTangentKernel method) update_E() (in module graphslim.condensation.utils)

update_edge_weights() (graphslim.models.prbcd.PRBCD method) update_sigma() (graphslim.models.sntk.StructureBasedNeuralTangentKernel method) update_sum_log_degrees() (in module graphslim.utils) updated_log_likelihood_for_edge_changes() (in module graphslim.utils)

V

VariationCliques (class in graphslim.coarsening.variation_cliques) VariationEdges (class in graphslim.coarsening.variation_edges) VariationNeighborhoods (class in graphslim.coarsening.variation_neighborhoods)

verbose_time_memory() (in module graphslim.evaluation.utils) visualize() (graphslim.evaluation.eval_agent.Evaluator method) VNG (class in graphslim.coarsening.vng) vng() (graphslim.coarsening.vng.VNG method)

Z

zero_diag() (in module graphslim.coarsening.utils)